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Published on: January 2, 2018
Estimation of mean first passage time for bursty gene expression
Mayank Shreshtha1, Anudeep Surendran1, Anandamohan Ghosh1
1Indian Institute of Science Education and Research (IISER) Kolkata Mohanpur 741246, India.
Abstract:
Gene expression is an intrinsically noisy process, typically, producing mRNAs and proteins in bursts. An important description of such stochastic processes can be done in terms of the mean first passage time (MFPT), i.e., the time taken by mRNAs/proteins to reach a particular threshold. We study the role of burstiness on MFPT and obtain an analytical expression for different models of transcriptional and translational bursts. Our analytical results and numerical simulations confirm that MFPT monotonically decreases with burstiness.
Insights
Gene expression involves noisy, bursty production of mRNAs and proteins. This study shows that increased burstiness in gene expression processes leads to a shorter mean first passage time (MFPT).
Area of Science:
- Molecular Biology
- Biophysics
- Systems Biology
Background:
- Gene expression is inherently stochastic, characterized by bursting.
- The mean first passage time (MFPT) is a key metric for analyzing these stochastic processes.
- Understanding burstiness is crucial for modeling gene expression dynamics.
Purpose of the Study:
- To investigate the impact of burstiness on the mean first passage time (MFPT) in gene expression.
- To derive analytical expressions for MFPT under various burstiness models.
- To provide a quantitative understanding of how burst dynamics influence gene product accumulation.
Main Methods:
- Development of analytical models for transcriptional and translational bursts.
- Mathematical derivation of expressions for MFPT.
- Numerical simulations to validate analytical findings.
Main Results:
- An analytical framework was established to quantify MFPT in bursty gene expression.
- MFPT was found to be monotonically decreasing with increasing burstiness.
- The study confirmed that higher burst frequencies lead to faster attainment of target molecule numbers.
Conclusions:
- Burstiness in gene expression significantly accelerates the time to reach critical molecular thresholds.
- The derived analytical expressions offer a valuable tool for predicting gene expression dynamics.
- This work enhances the understanding of stochastic gene regulation and its temporal aspects.
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